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iMerit

Full company profile

uuid00003lo

Namestring
iMerit
Legal namestring
iMerit Inc.
Websiteurl
imerit.net
Company typeenum
Private
Founded yearint
2012
Descriptiontext

iMerit is a privately held AI data solutions company founded in 2012 and headquartered in California, with operational delivery centers in India (Kolkata) and Bhutan. The company provides expert-led data annotation, model evaluation, and fine-tuning services for AI developers across generative AI, autonomous mobility, healthcare, robotics, agricultural, and general computer vision use cases. Its core product is Ango Hub, a proprietary data annotation and model evaluation platform offering SDK and REST API access, plug-in modules for image, video, text, audio, 3D multi-sensor fusion, and DICOM annotation, plus a Deep Reasoning Lab that produces chain-of-thought reasoning datasets for foundation-model tuning. iMerit also operates the iMerit Scholars program, a managed network of 25,000+ domain experts (radiologists, linguists, engineers) across 60+ countries that delivers expert-in-the-loop labeling for high-skill projects.

iMerit monetizes through a hybrid model combining enterprise managed services (project-based, multi-year contracts priced via custom quoting) and SaaS access to the Ango Hub platform. The company sells primarily through a direct enterprise field-sales motion targeting AI labs, Fortune 500 R&D teams, and high-growth AI startups, supported by content marketing, industry events, and impact-sourcing narrative. Marquee customers include Microsoft, AWS, Google Cloud, Johnson & Johnson, GE Healthcare, eBay, Autodesk, and Tripadvisor, with a long tail of mid-market and startup accounts. In June 2026, EXL Service Holdings announced an agreement to acquire iMerit for up to $310 million, with closing expected in Q3 2026.

The company is backed by impact investors including Khosla Impact, Omidyar Network, British International Investment, and the Michael & Susan Dell Foundation, and holds enterprise-grade certifications including SOC 2 Type 2, ISO 27001, ISO 9001:2015, HIPAA, GDPR, and TISAX, enabling it to serve regulated verticals. iMerit employs 5,000+ people globally and was recognized on the 2025 Inc. 5000 list of fastest-growing private companies in America.

Short descriptiontext

iMerit provides expert-led AI data annotation, model evaluation, and fine-tuning services for generative AI, autonomous mobility, healthcare, robotics, and computer vision developers, combining its proprietary Ango Hub platform with a 25,000+ domain-expert workforce.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
5,001–10,000
akta.pro rankint
HeadquartersSan Jose, United States
HQ citystring
San Jose
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices3 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI data annotation, computer vision labeling, generative AI training data, medical imaging annotation, autonomous vehicle annotation
Product category
AI Data Annotation Platform
Social media profiles2 records
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model2 records
1Data Annotation & Model Evaluation Services
TypeProfessional Services
Description

Custom, project-based professional services delivered by domain-expert teams for AI/ML data labeling, RLHF, model evaluation, chain-of-thought reasoning data, and end-to-end AI data pipelines. Enterprise-grade, typically multi-month to multi-year engagements with managed services delivery.

imerit.ai
2Ango Hub Platform Licensing
TypeSubscription Recurring
Description

SaaS-based access to the proprietary Ango Hub data annotation platform with SDK, API, plugins, and self-serve capabilities for AI/ML teams.

imerit.ai
Marketing channels5 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels2 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Operations, Technology or R&D, Marketing or Sales, Infrastructure
Pricing details1 tier
1Custom enterprise pricing — quote-based, not publicly disclosed
ModelOtherBilling cadenceMulti-year contract
Notes

Engagements scoped per project, use case, volume, and required expertise. Enterprise sales motion.

imerit.ai
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 of 2 records shown
1Ango Hub
Description

A data annotation platform by iMerit for AI/ML teams to label, annotate, review, and manage training datasets, including images, video, text, and other data modalities.

docs.imerit.net
+1 more record
Core offering1 text field

iMerit provides AI data annotation, model evaluation, and fine-tuning solutions that combine a proprietary data annotation and model evaluation platform (Ango Hub) with managed, expert-led delivery by a global network of 25,000+ domain specialists (iMerit Scholars). Its offerings span generative AI (RLHF, chain-of-thought reasoning, RAG, agent evaluation), computer vision (image, video, 3D sensor fusion, point cloud), healthcare AI (radiology, DICOM, medical de-identification), and adjacent domains such as autonomous mobility, robotics, and agricultural AI.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 4 values shown
  • 25,000+ domain experts in the iMerit Scholars network
+3 more records
Product overview1 text field

iMerit delivers its offering as a platform-plus-modules architecture centered on Ango Hub, its flagship data-annotation platform. Ango Hub exposes dedicated annotation modules — Image Annotation Tool, Video Annotation Tool, Text Annotation Tool, Audio Annotation Tool, DICOM Annotation Tool, 3D Multi-Sensor Fusion, Radiology Image Annotation Co-Pilot, and the Deep Reasoning Lab — that plug into a common labeling workspace, REST API, and Python SDK. Around the platform, iMerit bundles solution offerings such as Radiology Annotation (combining the DICOM tool with expert labelers) and the iMerit Scholars managed expert-labeling program, which together provide end-to-end training-data services spanning generative AI, computer vision, content solutions, and domain-expert labeling.

Product and service13 records
1Ango Hub
CategoryCore platform
Description

iMerit's flagship end-to-end data annotation and model evaluation platform that unifies image, video, text, audio, 3D, and DICOM labeling workflows with APIs, SDKs, and plug-in modules for ML training data production.

2Deep Reasoning Lab
CategoryFoundation model evaluation and reasoning data
Description

Ango Hub add-on module that produces chain-of-thought reasoning datasets for fine-tuning, evaluating, and aligning foundation models across text, image, and video modalities.

3Ango Hub 3D Multi-Sensor Fusion
Category3D / multi-sensor annotation module
Description

Module inside Ango Hub for labeling LiDAR, camera, and radar data together, supporting 3D point-cloud and multi-sensor fusion annotation for autonomous systems and robotics AI.

4Image Annotation Tool
CategoryComputer vision annotation module
Description

Ango Hub module for bounding-box, polygon, semantic/instance segmentation, classification, and keypoint labeling of still images for computer-vision training data.

5Video Annotation Tool
CategoryVideo annotation module
Description

Ango Hub module supporting frame-level video labeling, object tracking, action recognition, and temporal segmentation for video AI model training data.

6Text Annotation Tool
CategoryNLP annotation module
Description

Ango Hub module for NER, sentiment, intent, classification, and content-moderation labeling across text corpora used for NLP and LLM training.

7Audio Annotation Tool
CategorySpeech / audio annotation module
Description

Ango Hub module for speech-to-text transcription, audio classification, speaker labeling, and acoustic event tagging for speech/audio AI training data.

8Radiology Annotation
CategoryHealthcare AI solution
Description

Managed radiology labeling solution combining the DICOM Annotation Tool with iMerit Scholars (radiologist experts) to produce clinically validated imaging datasets for healthcare AI.

9Radiology Image Annotation Co-Pilot
CategoryHealthcare AI co-pilot module
Description

Co-pilot capability within Ango Hub that assists radiology annotators with AI-assisted labeling on medical images to accelerate radiology dataset production.

10DICOM Annotation Tool
CategoryMedical imaging annotation module
Description

Ango Hub module for annotating DICOM medical-imaging studies, enabling radiology and clinical-imaging labeling workflows for healthcare AI.

11iMerit Scholars
CategoryManaged expert labeling service
Description

Managed expert-labeling program that supplies domain-specialist annotators (radiologists, linguists, and other experts) for high-skill AI training data projects across generative AI, healthcare, and other specialized domains.

12Ango Hub SDK
CategoryDeveloper tool
Description

Python SDK for the Ango Hub platform that lets developers programmatically build custom integrations, extend annotation workflows, and automate data pipelines.

133D Mammography Dataset (Mammo-1M)
CategoryHealthcare AI dataset
Description

Co-developed 3D mammography dataset for breast cancer research and AI training, released with Segmed and Advocate Health.

Scale indicator7 records

Each record includes

Type, Value, Description, Source

Partnership8 partners
Strategic tierCore Technology IntegrationTypeTechnology or Integration
Description

Listed under iMerit Ango Hub's Model Integrations. Google Cloud is supported as a deployment/integration target for Ango Hub, and Google Cloud's logo also appears as a customer logo on the main site.

2AWS
Strategic tierCore Technology IntegrationTypeTechnology or Integration
Description

Listed under iMerit Ango Hub's Model Integrations. AWS is supported as a deployment/integration target for Ango Hub, and AWS's logo also appears as a customer logo on the main site.

imerit.ai
Strategic tierCore Technology IntegrationTypeTechnology or Integration
Description

Listed under iMerit Ango Hub's Model Integrations. Databricks is supported as an integration target for Ango Hub, enabling data lakehouse workflows for AI/ML customers.

Strategic tierCore Technology IntegrationTypeTechnology or Integration
Description

Listed under iMerit Ango Hub's Model Integrations. Azure (Microsoft) is supported as a deployment/integration target for Ango Hub.

Strategic tierCore Technology IntegrationTypeTechnology or Integration
Description

Listed under iMerit Ango Hub's Model Integrations. Snowflake is supported as an integration target for Ango Hub, enabling cloud data warehouse workflows.

Strategic tierVertical Strategic PartnerTypeStrategic or Co-development Partner
Description

Co-development partner with iMerit and Advocate Health on a 3D mammography dataset for AI training in healthcare / medical imaging.

Strategic tierVertical Strategic PartnerTypeStrategic or Co-development Partner
Description

Co-development partner with iMerit and Segmed on a 3D mammography dataset for AI training in healthcare / medical imaging.

Strategic tierTransaction-Level Strategic PartnerTypeStrategic or Co-development Partner
Description

EXL Service Holdings agreed to acquire iMerit for approximately $310 million, with the deal announced and expected to close in Q3 2026 (subject to customary closing conditions).

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Appen is a global data annotation and dataset services company serving enterprise AI teams across CV, NLP, and speech. It is directly comparable to iMerit in business model (managed annotation services + platform), enterprise customer base, and use-case coverage in generative AI and autonomous systems.

TypeDirect peer
Description

Labelbox offers a data-centric AI platform for annotation, dataset management, and model evaluation, with both SaaS and managed-services offerings. It is the closest pure-play platform peer to Ango Hub, competing head-to-head for technical buyers at AI teams.

3AWS SageMaker Ground Truth
TypeBroad incumbent
Description

AWS SageMaker Ground Truth is the hyperscaler-owned annotation service bundled into the broader AWS ML ecosystem. While iMerit is also an AWS partner and customer, Ground Truth represents a platform-native competitor for labeling workflows inside AWS-centric AI teams.

TypeEmerging player
Description

CloudFactory provides managed data annotation teams for AI/ML customers, with an impact-sourcing model comparable to iMerit's. It competes for CV, NLP, and document-AI labeling work in mid-market and enterprise segments.

TypeDirect peer
Description

Scale AI is the most directly comparable data annotation and RLHF provider for foundation models, offering managed labeling, evaluation, and testing services to enterprise and government customers. Like iMerit, Scale combines a proprietary platform with a large managed workforce and targets generative AI, autonomous systems, and government workloads.

TypeBroad incumbent
Description

Telus International's AI Data Solutions division (formerly Lionbridge AI) is a large incumbent data annotation vendor serving enterprise AI/ML teams. It overlaps with iMerit on multi-language data annotation, content moderation, and managed labeling at global scale.

TypeDirect peer
Description

Sama provides AI data annotation and model evaluation services with a strong impact-sourcing mission in East Africa, closely mirroring iMerit's social-impact positioning and India/Bhutan delivery footprint. Both compete for enterprise CV and generative AI labeling engagements.

TypeEmerging player
Description

Surge AI is a focused RLHF and expert-labeling provider for foundation model developers, with overlapping capabilities to iMerit's Scholars and Deep Reasoning Lab offerings in generative AI evaluation and reasoning data.

TypeEmerging player
Description

Snorkel AI takes a programmatic, data-centric approach to labeling and dataset creation, competing with iMerit for enterprise data-engineering budgets. It overlaps on enterprise AI customers but uses weak supervision rather than expert-in-the-loop managed services.

TypeEmerging player
Description

Encord is an annotation and dataset management platform focused on multimodal AI (image, video, medical, robotics), directly comparable to Ango Hub's CV and 3D multi-sensor fusion tooling for AI teams building perception models.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers16 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment7 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile4 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
Yes

Docs URL, Description

Integration12 records

Each record includes

Title, Type, Description, Source

AI capability14 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature8 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles9 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance7 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds4 records

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors4 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A1 record

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

iMerit

AI Data Annotation Platformimerit.net

iMerit provides expert-led AI data annotation, model evaluation, and fine-tuning services for generative AI, autonomous mobility, healthcare, robotics, and computer vision developers, combining its proprietary Ango Hub platform with a 25,000+ domain-expert workforce.

What iMerit does

iMerit is a privately held AI data solutions company founded in 2012 and headquartered in California, with operational delivery centers in India (Kolkata) and Bhutan. The company provides expert-led data annotation, model evaluation, and fine-tuning services for AI developers across generative AI, autonomous mobility, healthcare, robotics, agricultural, and general computer vision use cases. Its core product is Ango Hub, a proprietary data annotation and model evaluation platform offering SDK and REST API access, plug-in modules for image, video, text, audio, 3D multi-sensor fusion, and DICOM annotation, plus a Deep Reasoning Lab that produces chain-of-thought reasoning datasets for foundation-model tuning. iMerit also operates the iMerit Scholars program, a managed network of 25,000+ domain experts (radiologists, linguists, engineers) across 60+ countries that delivers expert-in-the-loop labeling for high-skill projects.

iMerit monetizes through a hybrid model combining enterprise managed services (project-based, multi-year contracts priced via custom quoting) and SaaS access to the Ango Hub platform. The company sells primarily through a direct enterprise field-sales motion targeting AI labs, Fortune 500 R&D teams, and high-growth AI startups, supported by content marketing, industry events, and impact-sourcing narrative. Marquee customers include Microsoft, AWS, Google Cloud, Johnson & Johnson, GE Healthcare, eBay, Autodesk, and Tripadvisor, with a long tail of mid-market and startup accounts. In June 2026, EXL Service Holdings announced an agreement to acquire iMerit for up to $310 million, with closing expected in Q3 2026.

The company is backed by impact investors including Khosla Impact, Omidyar Network, British International Investment, and the Michael & Susan Dell Foundation, and holds enterprise-grade certifications including SOC 2 Type 2, ISO 27001, ISO 9001:2015, HIPAA, GDPR, and TISAX, enabling it to serve regulated verticals. iMerit employs 5,000+ people globally and was recognized on the 2025 Inc. 5000 list of fastest-growing private companies in America.

iMerit firmographics

Firmographics
Name
iMerit
Legal name
iMerit Inc.
Website
https://imerit.net
Company type
Private
Founded year
2012
Operating status
Operating
Headcount range
5,001–10,000 employees
Short description
iMerit provides expert-led AI data annotation, model evaluation, and fine-tuning services for generative AI, autonomous mobility, healthcare, robotics, and computer vision developers, combining its proprietary Ango Hub platform with a 25,000+ domain-expert workforce.
Ownership category
akta.pro rank

Where iMerit is headquartered

Location

Headquarters

HQ city
San Jose
HQ country
United States
HQ region
North America

Offices3 records

Markets served

iMerit business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Operations, Technology or R&D, Marketing or Sales, Infrastructure

Revenue model

  1. Data Annotation & Model Evaluation Services: Custom, project-based professional services delivered by domain-expert teams for AI/ML data labeling, RLHF, model evaluation, chain-of-thought reasoning data, and end-to-end AI data pipelines. Enterprise-grade, typically multi-month to multi-year engagements with managed services delivery.
  2. Ango Hub Platform Licensing: SaaS-based access to the proprietary Ango Hub data annotation platform with SDK, API, plugins, and self-serve capabilities for AI/ML teams.

Pricing tiers

ModelBillingPrice
OtherMulti-year contractCustom enterprise pricing — quote-based, not publicly disclosed

Go-to-market motion1 record

Distribution channels2 records

Marketing channels5 records

iMerit product offering

Product offering

Core offering

iMerit provides AI data annotation, model evaluation, and fine-tuning solutions that combine a proprietary data annotation and model evaluation platform (Ango Hub) with managed, expert-led delivery by a global network of 25,000+ domain specialists (iMerit Scholars). Its offerings span generative AI (RLHF, chain-of-thought reasoning, RAG, agent evaluation), computer vision (image, video, 3D sensor fusion, point cloud), healthcare AI (radiology, DICOM, medical de-identification), and adjacent domains such as autonomous mobility, robotics, and agricultural AI.

Product overview

iMerit delivers its offering as a platform-plus-modules architecture centered on Ango Hub, its flagship data-annotation platform. Ango Hub exposes dedicated annotation modules — Image Annotation Tool, Video Annotation Tool, Text Annotation Tool, Audio Annotation Tool, DICOM Annotation Tool, 3D Multi-Sensor Fusion, Radiology Image Annotation Co-Pilot, and the Deep Reasoning Lab — that plug into a common labeling workspace, REST API, and Python SDK. Around the platform, iMerit bundles solution offerings such as Radiology Annotation (combining the DICOM tool with expert labelers) and the iMerit Scholars managed expert-labeling program, which together provide end-to-end training-data services spanning generative AI, computer vision, content solutions, and domain-expert labeling.

Differentiator

Problem solved

Functional benefit

Brands

  • Ango Hub: A data annotation platform by iMerit for AI/ML teams to label, annotate, review, and manage training datasets, including images, video, text, and other data modalities.
  • iMerit Scholars

Products and services

  • Ango Hub iMerit's flagship end-to-end data annotation and model evaluation platform that unifies image, video, text, audio, 3D, and DICOM labeling workflows with APIs, SDKs, and plug-in modules for ML training data production.
  • Deep Reasoning Lab Ango Hub add-on module that produces chain-of-thought reasoning datasets for fine-tuning, evaluating, and aligning foundation models across text, image, and video modalities.
  • Ango Hub 3D Multi-Sensor Fusion Module inside Ango Hub for labeling LiDAR, camera, and radar data together, supporting 3D point-cloud and multi-sensor fusion annotation for autonomous systems and robotics AI.
  • Image Annotation Tool Ango Hub module for bounding-box, polygon, semantic/instance segmentation, classification, and keypoint labeling of still images for computer-vision training data.
  • Video Annotation Tool Ango Hub module supporting frame-level video labeling, object tracking, action recognition, and temporal segmentation for video AI model training data.
  • Text Annotation Tool Ango Hub module for NER, sentiment, intent, classification, and content-moderation labeling across text corpora used for NLP and LLM training.
  • Audio Annotation Tool Ango Hub module for speech-to-text transcription, audio classification, speaker labeling, and acoustic event tagging for speech/audio AI training data.
  • Radiology Annotation Managed radiology labeling solution combining the DICOM Annotation Tool with iMerit Scholars (radiologist experts) to produce clinically validated imaging datasets for healthcare AI.
  • Radiology Image Annotation Co-Pilot Co-pilot capability within Ango Hub that assists radiology annotators with AI-assisted labeling on medical images to accelerate radiology dataset production.
  • DICOM Annotation Tool Ango Hub module for annotating DICOM medical-imaging studies, enabling radiology and clinical-imaging labeling workflows for healthcare AI.
  • iMerit Scholars Managed expert-labeling program that supplies domain-specialist annotators (radiologists, linguists, and other experts) for high-skill AI training data projects across generative AI, healthcare, and other specialized domains.
  • Ango Hub SDK Python SDK for the Ango Hub platform that lets developers programmatically build custom integrations, extend annotation workflows, and automate data pipelines.
  • 3D Mammography Dataset (Mammo-1M) Co-developed 3D mammography dataset for breast cancer research and AI training, released with Segmed and Advocate Health.

Quantifiable outcome

  • 25,000+ domain experts in the iMerit Scholars network
  • +3 more outcomes

Companies that use iMerit

Customer profile

Named customers16 records

Segments7 records

Ideal customer profiles4 records

iMerit technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

Integration12 records

AI capability14 records

Feature8 records

iMerit partnerships and signals

Strategic signal

Partnerships

Eight partnerships are on record, tiered core technology integration, vertical strategic partner and transaction-level strategic partner.

  • Google Cloudcore technology integrationTechnology or IntegrationListed under iMerit Ango Hub's Model Integrations. Google Cloud is supported as a deployment/integration target for Ango Hub, and Google Cloud's logo also appears as a customer logo on the main site.
  • AWScore technology integrationTechnology or IntegrationListed under iMerit Ango Hub's Model Integrations. AWS is supported as a deployment/integration target for Ango Hub, and AWS's logo also appears as a customer logo on the main site.
  • Databrickscore technology integrationTechnology or IntegrationListed under iMerit Ango Hub's Model Integrations. Databricks is supported as an integration target for Ango Hub, enabling data lakehouse workflows for AI/ML customers.
  • Azurecore technology integrationTechnology or IntegrationListed under iMerit Ango Hub's Model Integrations. Azure (Microsoft) is supported as a deployment/integration target for Ango Hub.
  • Snowflakecore technology integrationTechnology or IntegrationListed under iMerit Ango Hub's Model Integrations. Snowflake is supported as an integration target for Ango Hub, enabling cloud data warehouse workflows.
  • Segmedvertical strategic partnerStrategic or Co-development PartnerCo-development partner with iMerit and Advocate Health on a 3D mammography dataset for AI training in healthcare / medical imaging.
  • Advocate Healthvertical strategic partnerStrategic or Co-development PartnerCo-development partner with iMerit and Segmed on a 3D mammography dataset for AI training in healthcare / medical imaging.
  • EXLtransaction-level strategic partnerStrategic or Co-development PartnerEXL Service Holdings agreed to acquire iMerit for approximately $310 million, with the deal announced and expected to close in Q3 2026 (subject to customary closing conditions).

Scale indicators7 records

Recent moves6 records

Expansion highlights6 records

iMerit competitors and assessment

Company assessment

Direct peers

  • Appen: Appen is a global data annotation and dataset services company serving enterprise AI teams across CV, NLP, and speech. It is directly comparable to iMerit in business model (managed annotation services + platform), enterprise customer base, and use-case coverage in generative AI and autonomous systems.
  • Labelbox: Labelbox offers a data-centric AI platform for annotation, dataset management, and model evaluation, with both SaaS and managed-services offerings. It is the closest pure-play platform peer to Ango Hub, competing head-to-head for technical buyers at AI teams.
  • Scale AI: Scale AI is the most directly comparable data annotation and RLHF provider for foundation models, offering managed labeling, evaluation, and testing services to enterprise and government customers. Like iMerit, Scale combines a proprietary platform with a large managed workforce and targets generative AI, autonomous systems, and government workloads.
  • Sama (formerly Samasource): Sama provides AI data annotation and model evaluation services with a strong impact-sourcing mission in East Africa, closely mirroring iMerit's social-impact positioning and India/Bhutan delivery footprint. Both compete for enterprise CV and generative AI labeling engagements.

Broad incumbents

  • AWS SageMaker Ground Truth: AWS SageMaker Ground Truth is the hyperscaler-owned annotation service bundled into the broader AWS ML ecosystem. While iMerit is also an AWS partner and customer, Ground Truth represents a platform-native competitor for labeling workflows inside AWS-centric AI teams.
  • Telus International (Lionbridge AI): Telus International's AI Data Solutions division (formerly Lionbridge AI) is a large incumbent data annotation vendor serving enterprise AI/ML teams. It overlaps with iMerit on multi-language data annotation, content moderation, and managed labeling at global scale.

Emerging players

  • CloudFactory: CloudFactory provides managed data annotation teams for AI/ML customers, with an impact-sourcing model comparable to iMerit's. It competes for CV, NLP, and document-AI labeling work in mid-market and enterprise segments.
  • Surge AI: Surge AI is a focused RLHF and expert-labeling provider for foundation model developers, with overlapping capabilities to iMerit's Scholars and Deep Reasoning Lab offerings in generative AI evaluation and reasoning data.
  • Snorkel AI: Snorkel AI takes a programmatic, data-centric approach to labeling and dataset creation, competing with iMerit for enterprise data-engineering budgets. It overlaps on enterprise AI customers but uses weak supervision rather than expert-in-the-loop managed services.
  • Encord: Encord is an annotation and dataset management platform focused on multimodal AI (image, video, medical, robotics), directly comparable to Ango Hub's CV and 3D multi-sensor fusion tooling for AI teams building perception models.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key highlights7 records

Customer concentration

iMerit social profiles

Digital presence

iMerit compliance and trust

Trust signal

Compliance7 records

iMerit financial estimates

Financial estimate

Revenue estimate

Valuation estimate

iMerit leadership team

Management profile

Number of profiles

Profiles9 records

iMerit funding detail

Funding detail

Funding overview

Funding rounds4 records

Investors4 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

iMerit M&A and investment

M&A and investment

M&A1 record

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about iMerit

What does iMerit do?

iMerit provides AI data annotation, model evaluation, and fine-tuning solutions that combine a proprietary data annotation and model evaluation platform (Ango Hub) with managed, expert-led delivery by a global network of 25,000+ domain specialists (iMerit Scholars). Its offerings span generative AI (RLHF, chain-of-thought reasoning, RAG, agent evaluation), computer vision (image, video, 3D sensor fusion, point cloud), healthcare AI (radiology, DICOM, medical de-identification), and adjacent domains such as autonomous mobility, robotics, and agricultural AI.

Is iMerit a public or private company?

iMerit is a private company. It is classified as venture growth investor backed and is currently operating.

When was iMerit founded?

iMerit was founded in 2012. It employs 5,001 to 10,000 people.

Where is iMerit based?

iMerit is headquartered in San Jose, United States, in the North America region.

How does iMerit make money?

Two revenue lines are on record. Data Annotation & Model Evaluation Services are the primary driver. The others are ango Hub Platform Licensing.

Who are iMerit's main competitors?

Direct peers on record are Appen, Labelbox, Scale AI and Sama (formerly Samasource). Broad incumbents are AWS SageMaker Ground Truth and Telus International (Lionbridge AI). Emerging players are CloudFactory, Surge AI, Snorkel AI and Encord.

Does iMerit have an API?

Yes. iMerit offers the Ango Hub REST API enabling developers to programmatically manage annotations, assets, attachments, batches, issues, organizations, projects, and tasks. Authentication uses API keys. The API is available across regional cloud instances: Cloud EU (https://imeritapi.ango.ai or https://eu-api.ango.ai), Cloud US (https://us-api.ango.ai), and Cloud India (https://in-api.ango.ai). A companion Python SDK is also offered for building custom integrations with Ango Hub. Developer documentation is at docs.imerit.net/api/api-documentation-deprecated.

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Live signals
TherobotreportCarbon Robotics partners with iMerit to power instant in-field AI customizationCarbon Robotics announced it has replaced its crop-specific AI vision models with a single "large plant model" pre-trained on millions of images of baby plants, allowing farmers to customize its laser weeder by tagging crop and weed examples via an iPad app. The company partnered with iMerit to label the training data, which iMerit processed after Carbon's initial 2,000 images. Carbon also released Carbon ATK, a retrofit autonomy kit for John Deere tractors.SwipelineAngo'nun Ankara'da başlayan macerası, ABD'de yeni bir satın alımla taçlandı - SwipelineEXL, a company supporting digital transformation for businesses across banking, retail, and insurance, has acquired iMerit for up to $310 million, with the Ankara-developed Ango platform identified as a key technology component in the deal. iMerit had previously acquired Ango AI, a Turkish AI startup founded in 2023 by Gökalp Urul and Gökhan Urul, integrating the Ango Hub platform into its technology infrastructure. EXL plans to integrate Ango with its existing AI platforms—EXLerate.ai, EXLdata.ai, and EXLdecision.ai—to accelerate the transition of AI projects from pilot to production scale.CXOToday.comEXL completes acquisition of iMerit, accelerating enterprise AI leadershipExlService Holdings (EXL) has completed its acquisition of iMerit, a recognized leader in AI model training, evaluation, and reinforcement learning. The acquisition establishes an end-to-end AI platform for enterprises, combining EXL's data and AI expertise with iMerit's technology and generative AI capabilities. iMerit founder and CEO Radha Ramaswami Basu joins EXL as Executive Vice President, Head of iMerit, and becomes a member of EXL's executive committee.Unite.AIEXL Completes iMerit Acquisition to Expand Its End-to-End Enterprise AI CapabilitiesEXLService Holdings has completed its acquisition of AI data specialist iMerit for up to $310 million, comprising $170 million upfront and up to $140 million in earnouts tied to milestones over two years. The deal combines EXL's enterprise-side AI capabilities in data management, analytics, and operations with iMerit's model training, evaluation, and expert human feedback capabilities, including its Ango Hub platform and iMerit Scholars network of domain specialists. iMerit founder and CEO Radha Ramaswami Basu will join EXL as Executive Vice President and Head of iMerit, and will also become a member of EXL's executive committee.The Manila TimesEXL completes acquisition of iMerit, accelerating enterprise AI leadershipEXL completed its acquisition of iMerit, a leader in AI model training and evaluation. iMerit founder Radha Ramaswami Basu joins EXL's executive committee as executive vice president. The deal combines EXL's data and AI expertise with iMerit's technology to build end-to-end enterprise AI platforms.Investing.comEXL completes acquisition of AI training firm iMerit By Investing.comExlService Holdings (EXL) has completed its acquisition of iMerit, a company specializing in AI model training, evaluation, and reinforcement learning services. The transaction combines EXL's existing data and AI services with iMerit's technology and generative AI capabilities, including its Scholars global specialist network and the Ango Hub multimodal data collaboration platform. iMerit founder and CEO Radha Ramaswami Basu joins EXL as Executive Vice President, Head of iMerit, and becomes a member of the company's executive committee.FinancialContent Business PageEXL completes acquisition of iMerit, accelerating enterprise AI leadershipEXLService Holdings, Inc. has completed its acquisition of iMerit, a leader in AI model training, evaluation, and reinforcement learning, establishing an end-to-end AI platform for enterprises. As part of the transaction, iMerit founder and CEO Radha Ramaswami Basu joins EXL as Executive Vice President and member of the executive committee. The acquisition is positioned as a transformational pivot that deepens EXL's vertically specialized AI capabilities and expands its reach into high-growth AI technology sectors.GlobeNewswireEXL completes acquisition of iMerit, accelerating enterprise AI leadershipExlService Holdings, Inc. (EXL) announced it has completed the acquisition of iMerit, a company specializing in AI model training, evaluation, and reinforcement learning. The deal establishes an end-to-end AI platform for enterprises by combining EXL's data and AI expertise with iMerit's technology and generative AI experience. As part of the transaction, iMerit founder and CEO Radha Ramaswami Basu joins EXL as Executive Vice President, Head of iMerit, and becomes a member of EXL's executive committee.Stock TitanEXL Completes iMerit Acquisition, Adds CEOExlService Holdings, Inc. (EXL) has completed its acquisition of iMerit, a leader in AI model training, evaluation, and reinforcement learning, establishing an end-to-end AI platform for enterprises by combining EXL's data and AI expertise with iMerit's technology and generative AI experience. As part of the transaction, iMerit founder and CEO Radha Ramaswami Basu joins EXL as Executive Vice President, Head of iMerit, and becomes a member of EXL's executive committee. The acquisition represents a transformational pivot for EXL, deepening its vertically specialized AI capabilities and expanding into high-growth AI technology sectors, particularly for regulated industries.SalesTech StarEXL Completes Acquisition of iMerit, Accelerating Enterprise AI LeadershipEXL completed its acquisition of iMerit, a leader in AI model training and evaluation. iMerit founder Radha Ramaswami Basu joins EXL's executive committee as executive vice president. The deal combines iMerit's AI capabilities with EXL's enterprise data and AI expertise to accelerate production-scale AI.